{"id":"W4280490444","doi":"10.1037/tms0000075","title":"How Digital Assistants are used by Families in the Home: A multi-national study of use, interaction, and parental mediation","year":2022,"lang":"en","type":"article","venue":"TMS Proceedings 2021","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Mediation; Psychology; Computer science; Developmental psychology; Human–computer interaction; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003588374,0.00008975981,0.0001167462,0.0001903682,0.0002320065,0.0002642168,0.0001477053,0.0000330674,0.00001256105],"category_scores_gemma":[0.000221152,0.00007692019,0.00001347421,0.0007463955,0.0000592818,0.001145176,0.0002267407,0.0001966821,7.9109e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006652166,"about_ca_system_score_gemma":0.00001096537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003192607,"about_ca_topic_score_gemma":0.00003018983,"domain_scores_codex":[0.9991877,0.000005544253,0.0001722855,0.0001735301,0.0003608065,0.0001001522],"domain_scores_gemma":[0.9995095,0.00003063848,0.0002453988,0.00003017532,0.0001820347,0.000002273307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002481095,0.0005434349,0.9856974,0.00002667569,0.00002951522,0.000001399404,0.005564527,8.261745e-7,0.0001767053,0.004987692,0.002057668,0.0008893183],"study_design_scores_gemma":[0.0007560494,0.00002271362,0.6395522,0.00000896416,0.000007421791,0.000001084768,0.3559535,0.0002310323,0.00001930314,0.000778514,0.002552735,0.0001165304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982858,0.00001192333,0.00001037272,0.0007268157,0.0001080923,0.0002948472,0.00001245868,0.00001973412,0.0005299485],"genre_scores_gemma":[0.9994851,0.000002002671,0.00002459043,0.0001156162,0.00005040567,0.000155764,0.00004981449,0.000007411341,0.0001092814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3503889,"threshold_uncertainty_score":0.3136714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03847674664066761,"score_gpt":0.2448248472307538,"score_spread":0.2063481005900862,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}